#!/usr/bin/env python

# -*- encoding: utf-8 -*-

import sys

import os

try:

    sys.path.index(os.getcwd()) # os.getcwd() for this directory

except ValueError:

    sys.path.append(os.getcwd())

import pandas as pd

from pandas.plotting import scatter_matrix

import matplotlib.pyplot as plt

import seaborn as sns

import numpy as np

from utils import analysis_utils

from sklearn.model_selection import (

    train_test_split,

    cross_val_score,

    cross_val_predict, 

    GridSearchCV

)

from sklearn.metrics import (

    accuracy_score,

    roc_curve,

    roc_auc_score,

    confusion_matrix,

    precision_score, 

    recall_score,

    precision_recall_curve,

    f1_score,

)

from sklearn.neural_network import MLPClassifier